Infinite scroll load more when no overflow

I have a custom post type archive page where posts are displayed in a masonry grid with infinite scroll. Infinite scroll is working. However on certain screen sizes (tall screens) there is no overflow when the first page of posts are displayed, and hence there is no way to load the next pages of posts. Can you help me with a fix or workaround?